gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	19205
Missing cells (%)	12.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	133.0 B

Variable types

Categorical	4
Text	5
Numeric	6

Dataset

Description	등록신청사업,영업구분,등록증번호,상호,법인여부,사업장 전화번호,소재지,소재지(도로명),우편번호,등록일자,유효기간만료일자,폐쇄일자,지점설립일자,본점여부,최근수정일자
Author	중랑구
URL	https://data.seoul.go.kr/dataList/OA-10327/S/1/datasetView.do

Alerts

`등록일자` is highly overall correlated with `유효기간만료일자` and 3 other fields	High correlation
`유효기간만료일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`폐쇄일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`지점설립일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`최근수정일자` is highly overall correlated with `등록일자` and 3 other fields	High correlation
`본점여부` is highly imbalanced (93.8%)	Imbalance
`등록증번호` has 168 (1.7%) missing values	Missing
`사업장 전화번호` has 3471 (34.7%) missing values	Missing
`소재지` has 300 (3.0%) missing values	Missing
`소재지(도로명)` has 4783 (47.8%) missing values	Missing
`우편번호` has 5619 (56.2%) missing values	Missing
`유효기간만료일자` has 2025 (20.2%) missing values	Missing
`폐쇄일자` has 1616 (16.2%) missing values	Missing
`지점설립일자` has 1223 (12.2%) missing values	Missing

Reproduction

Analysis started	2024-05-10 22:41:29.859866
Analysis finished	2024-05-10 22:42:59.172535
Duration	1 minute and 29.31 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

등록신청사업
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

대부업	6124
대부중개업	3480
<NA>	396

Length

Max length	5
Median length	3
Mean length	3.7356
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	대부업
2nd row	대부업
3rd row	대부업
4th row	대부업
5th row	대부업

Common Values

Value	Count	Frequency (%)
대부업	6124	61.2%
대부중개업	3480	34.8%
<NA>	396	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
대부업	6124	61.2%
대부중개업	3480	34.8%
na	396	4.0%

영업구분
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

폐업	3744
<NA>	2858
타시군구이관	1190
영업중	856
유효기간만료	828
Other values (3)	524

Length

Max length	6
Median length	4
Mean length	3.5692
Min length	2

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	폐업
2nd row	폐업
3rd row	<NA>
4th row	폐업
5th row	폐업

Common Values

Value	Count	Frequency (%)
폐업	3744	37.4%
<NA>	2858	28.6%
타시군구이관	1190	11.9%
영업중	856	8.6%
유효기간만료	828	8.3%
직권취소	522	5.2%
갱신등록불가	1	< 0.1%
휴업	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
폐업	3744	37.4%
na	2858	28.6%
타시군구이관	1190	11.9%
영업중	856	8.6%
유효기간만료	828	8.3%
직권취소	522	5.2%
갱신등록불가	1	< 0.1%
휴업	1	< 0.1%

등록증번호
Text

MISSING

Distinct	9785
Distinct (%)	99.5%
Missing	168
Missing (%)	1.7%
Memory size	156.2 KiB

Length

Max length	27
Median length	26
Mean length	19.560313
Min length	4

Characters and Unicode

Total characters	192317
Distinct characters	76
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9738 ?
Unique (%)	99.0%

Sample

1st row	2014-서울중구-0047(대부업)
2nd row	2016-서울중구-0069(대부업)
3rd row	2007-서울특별시-01578(대부업)
4th row	2016-서울마포-0025(대부업)
5th row	2016-서울강동-00029

Value	Count	Frequency (%)
2012-서울특별시	20	0.2%
2010-서울	16	0.2%
2013-서울특별시	12	0.1%
2011-서울특별시	12	0.1%
2014-서울특별시	11	0.1%
2016-서울특별시	10	0.1%
대부업	9	0.1%
2015-서울특별시	9	0.1%
2018-서울특별시	8	0.1%
2017-서울특별시	8	0.1%
Other values (9746)	9863	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	33971	17.7%
-	19648	10.2%
2	15829	8.2%
1	11819	6.1%
서	10935	5.7%
울	9807	5.1%
대	8569	4.5%
(	8270	4.3%
부	8238	4.3%
)	8199	4.3%
Other values (66)	57032	29.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82746	43.0%
Other Letter	73307	38.1%
Dash Punctuation	19648	10.2%
Open Punctuation	8270	4.3%
Close Punctuation	8199	4.3%
Space Separator	147	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	10935	14.9%
울	9807	13.4%
대	8569	11.7%
부	8238	11.2%
업	7957	10.9%
중	3574	4.9%
개	2973	4.1%
시	2498	3.4%
별	2491	3.4%
특	2491	3.4%
Other values (52)	13774	18.8%

Decimal Number

Value	Count	Frequency (%)
0	33971	41.1%
2	15829	19.1%
1	11819	14.3%
3	3769	4.6%
8	3124	3.8%
4	3089	3.7%
9	2897	3.5%
7	2772	3.4%
6	2742	3.3%
5	2734	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	19648	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	8270	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	8199	100.0%

Space Separator

Value	Count	Frequency (%)
	147	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	119010	61.9%
Hangul	73307	38.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	10935	14.9%
울	9807	13.4%
대	8569	11.7%
부	8238	11.2%
업	7957	10.9%
중	3574	4.9%
개	2973	4.1%
시	2498	3.4%
별	2491	3.4%
특	2491	3.4%
Other values (52)	13774	18.8%

Common

Value	Count	Frequency (%)
0	33971	28.5%
-	19648	16.5%
2	15829	13.3%
1	11819	9.9%
(	8270	6.9%
)	8199	6.9%
3	3769	3.2%
8	3124	2.6%
4	3089	2.6%
9	2897	2.4%
Other values (4)	8395	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119010	61.9%
Hangul	73307	38.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33971	28.5%
-	19648	16.5%
2	15829	13.3%
1	11819	9.9%
(	8270	6.9%
)	8199	6.9%
3	3769	3.2%
8	3124	2.6%
4	3089	2.6%
9	2897	2.4%
Other values (4)	8395	7.1%

Hangul

Value	Count	Frequency (%)
서	10935	14.9%
울	9807	13.4%
대	8569	11.7%
부	8238	11.2%
업	7957	10.9%
중	3574	4.9%
개	2973	4.1%
시	2498	3.4%
별	2491	3.4%
특	2491	3.4%
Other values (52)	13774	18.8%

상호
Text

Distinct	8669
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	39
Median length	32
Mean length	7.7241
Min length	1

Characters and Unicode

Total characters	77241
Distinct characters	770
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7584 ?
Unique (%)	75.8%

Sample

1st row	BM금융대부
2nd row	열린창대부
3rd row	미래금융
4th row	두리대부
5th row	다산대부

Value	Count	Frequency (%)
주식회사	871	7.3%
대부중개	295	2.5%
대부	272	2.3%
유한회사	59	0.5%
대부업	15	0.1%
캐피탈	14	0.1%
대부중개업	10	0.1%
전당포	9	0.1%
주	9	0.1%
미래	9	0.1%
Other values (8685)	10336	86.9%

Most occurring characters

Value	Count	Frequency (%)
대	8527	11.0%
부	8138	10.5%
주	2727	3.5%
이	2285	3.0%
개	2156	2.8%
중	2127	2.8%
	1902	2.5%
스	1888	2.4%
)	1859	2.4%
(	1855	2.4%
Other values (760)	43777	56.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	67829	87.8%
Uppercase Letter	2280	3.0%
Space Separator	1902	2.5%
Close Punctuation	1859	2.4%
Open Punctuation	1855	2.4%
Lowercase Letter	986	1.3%
Decimal Number	256	0.3%
Other Punctuation	232	0.3%
Dash Punctuation	30	< 0.1%
Other Symbol	9	< 0.1%
Other values (2)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	8527	12.6%
부	8138	12.0%
주	2727	4.0%
이	2285	3.4%
개	2156	3.2%
중	2127	3.1%
스	1888	2.8%
사	1396	2.1%
피	1111	1.6%
회	1087	1.6%
Other values (685)	36387	53.6%

Uppercase Letter

Value	Count	Frequency (%)
S	322	14.1%
K	226	9.9%
J	185	8.1%
C	181	7.9%
M	172	7.5%
H	135	5.9%
B	104	4.6%
Y	91	4.0%
L	82	3.6%
G	77	3.4%
Other values (15)	705	30.9%

Lowercase Letter

Value	Count	Frequency (%)
n	115	11.7%
e	114	11.6%
o	113	11.5%
a	95	9.6%
i	65	6.6%
c	55	5.6%
t	54	5.5%
s	52	5.3%
h	36	3.7%
m	36	3.7%
Other values (15)	251	25.5%

Decimal Number

Value	Count	Frequency (%)
1	74	28.9%
2	43	16.8%
4	35	13.7%
9	27	10.5%
5	22	8.6%
3	19	7.4%
6	13	5.1%
0	11	4.3%
8	8	3.1%
7	4	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	121	52.2%
&	93	40.1%
?	10	4.3%
,	3	1.3%
*	2	0.9%
@	1	0.4%
？	1	0.4%
/	1	0.4%

Space Separator

Value	Count	Frequency (%)
	1902	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1859	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1855	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	30	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	9	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	2	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	67818	87.8%
Common	6135	7.9%
Latin	3268	4.2%
Han	20	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	8527	12.6%
부	8138	12.0%
주	2727	4.0%
이	2285	3.4%
개	2156	3.2%
중	2127	3.1%
스	1888	2.8%
사	1396	2.1%
피	1111	1.6%
회	1087	1.6%
Other values (668)	36376	53.6%

Latin

Value	Count	Frequency (%)
S	322	9.9%
K	226	6.9%
J	185	5.7%
C	181	5.5%
M	172	5.3%
H	135	4.1%
n	115	3.5%
e	114	3.5%
o	113	3.5%
B	104	3.2%
Other values (41)	1601	49.0%

Common

Value	Count	Frequency (%)
	1902	31.0%
)	1859	30.3%
(	1855	30.2%
.	121	2.0%
&	93	1.5%
1	74	1.2%
2	43	0.7%
4	35	0.6%
-	30	0.5%
9	27	0.4%
Other values (13)	96	1.6%

Han

Value	Count	Frequency (%)
道	2	10.0%
多	2	10.0%
昇	1	5.0%
利	1	5.0%
成	1	5.0%
宙	1	5.0%
信	1	5.0%
元	1	5.0%
大	1	5.0%
正	1	5.0%
Other values (8)	8	40.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	67809	87.8%
ASCII	9400	12.2%
CJK	20	< 0.1%
None	10	< 0.1%
Number Forms	2	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
대	8527	12.6%
부	8138	12.0%
주	2727	4.0%
이	2285	3.4%
개	2156	3.2%
중	2127	3.1%
스	1888	2.8%
사	1396	2.1%
피	1111	1.6%
회	1087	1.6%
Other values (667)	36367	53.6%

ASCII

Value	Count	Frequency (%)
	1902	20.2%
)	1859	19.8%
(	1855	19.7%
S	322	3.4%
K	226	2.4%
J	185	2.0%
C	181	1.9%
M	172	1.8%
H	135	1.4%
.	121	1.3%
Other values (62)	2442	26.0%

None

Value	Count	Frequency (%)
㈜	9	90.0%
？	1	10.0%

CJK

Value	Count	Frequency (%)
道	2	10.0%
多	2	10.0%
昇	1	5.0%
利	1	5.0%
成	1	5.0%
宙	1	5.0%
信	1	5.0%
元	1	5.0%
大	1	5.0%
正	1	5.0%
Other values (8)	8	40.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	2	100.0%

법인여부
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

개인	7140
법인	2860

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	개인
2nd row	개인
3rd row	개인
4th row	개인
5th row	개인

Common Values

Value	Count	Frequency (%)
개인	7140	71.4%
법인	2860	28.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
개인	7140	71.4%
법인	2860	28.6%

사업장 전화번호
Text

MISSING

Distinct	5785
Distinct (%)	88.6%
Missing	3471
Missing (%)	34.7%
Memory size	156.2 KiB

Length

Max length	41
Median length	40
Mean length	10.623219
Min length	1

Characters and Unicode

Total characters	69359
Distinct characters	25
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5186 ?
Unique (%)	79.4%

Sample

1st row	02-752-2231
2nd row	029498945
3rd row	024350665
4th row	64066337
5th row	02-6212-2272

Value	Count	Frequency (%)
02	299	4.1%
	66	0.9%
070	37	0.5%
1566	11	0.1%
1577	8	0.1%
010	7	0.1%
432	6	0.1%
02-501-9533	6	0.1%
02-591-0880	6	0.1%
434	5	0.1%
Other values (6095)	6916	93.9%

Most occurring characters

Value	Count	Frequency (%)
0	11291	16.3%
2	10089	14.5%
-	7055	10.2%
5	5889	8.5%
7	5372	7.7%
1	5122	7.4%
6	5064	7.3%
3	4861	7.0%
8	4706	6.8%
4	4645	6.7%
Other values (15)	5265	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61075	88.1%
Dash Punctuation	7055	10.2%
Space Separator	930	1.3%
Other Punctuation	181	0.3%
Close Punctuation	56	0.1%
Math Symbol	28	< 0.1%
Open Punctuation	19	< 0.1%
Other Letter	9	< 0.1%
Uppercase Letter	6	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11291	18.5%
2	10089	16.5%
5	5889	9.6%
7	5372	8.8%
1	5122	8.4%
6	5064	8.3%
3	4861	8.0%
8	4706	7.7%
4	4645	7.6%
9	4036	6.6%

Other Punctuation

Value	Count	Frequency (%)
*	117	64.6%
/	44	24.3%
.	20	11.0%

Other Letter

Value	Count	Frequency (%)
미	3	33.3%
등	3	33.3%
록	3	33.3%

Uppercase Letter

Value	Count	Frequency (%)
K	3	50.0%
T	2	33.3%
S	1	16.7%

Math Symbol

Value	Count	Frequency (%)
~	27	96.4%
×	1	3.6%

Dash Punctuation

Value	Count	Frequency (%)
-	7055	100.0%

Space Separator

Value	Count	Frequency (%)
	930	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	56	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69344	> 99.9%
Hangul	9	< 0.1%
Latin	6	< 0.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11291	16.3%
2	10089	14.5%
-	7055	10.2%
5	5889	8.5%
7	5372	7.7%
1	5122	7.4%
6	5064	7.3%
3	4861	7.0%
8	4706	6.8%
4	4645	6.7%
Other values (9)	5250	7.6%

Hangul

Value	Count	Frequency (%)
미	3	33.3%
등	3	33.3%
록	3	33.3%

Latin

Value	Count	Frequency (%)
K	3	50.0%
T	2	33.3%
S	1	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69349	> 99.9%
Hangul	9	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11291	16.3%
2	10089	14.5%
-	7055	10.2%
5	5889	8.5%
7	5372	7.7%
1	5122	7.4%
6	5064	7.3%
3	4861	7.0%
8	4706	6.8%
4	4645	6.7%
Other values (11)	5255	7.6%

Hangul

Value	Count	Frequency (%)
미	3	33.3%
등	3	33.3%
록	3	33.3%

None

Value	Count	Frequency (%)
×	1	100.0%

소재지
Text

MISSING

Distinct	8640
Distinct (%)	89.1%
Missing	300
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	64
Median length	51
Mean length	31.491134
Min length	15

Characters and Unicode

Total characters	305464
Distinct characters	636
Distinct categories	13 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7879 ?
Unique (%)	81.2%

Sample

1st row	서울특별시 중구 다동 92번지 다동빌딩-705
2nd row	서울특별시 강동구 암사동 456-27 101호
3rd row	서울특별시 강동구 길동 55번지 513 삼익파크맨션-1003
4th row	서울특별시 노원구 공릉동 590-1 현대아파트상가 103호
5th row	서울특별시 동대문구 이문동 258-40

Value	Count	Frequency (%)
서울특별시	9700	17.0%
강남구	1629	2.8%
서초구	963	1.7%
1호	727	1.3%
역삼동	726	1.3%
송파구	586	1.0%
서초동	578	1.0%
중구	508	0.9%
영등포구	472	0.8%
2호	467	0.8%
Other values (9482)	40859	71.4%

Most occurring characters

Value	Count	Frequency (%)
	67758	22.2%
1	13395	4.4%
서	12089	4.0%
동	11164	3.7%
구	10466	3.4%
시	9959	3.3%
울	9758	3.2%
별	9713	3.2%
특	9701	3.2%
2	8843	2.9%
Other values (626)	142618	46.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	166982	54.7%
Space Separator	67758	22.2%
Decimal Number	63390	20.8%
Dash Punctuation	5469	1.8%
Uppercase Letter	1191	0.4%
Other Punctuation	259	0.1%
Lowercase Letter	169	0.1%
Close Punctuation	108	< 0.1%
Open Punctuation	106	< 0.1%
Letter Number	27	< 0.1%
Other values (3)	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	12089	7.2%
동	11164	6.7%
구	10466	6.3%
시	9959	6.0%
울	9758	5.8%
별	9713	5.8%
특	9701	5.8%
호	8591	5.1%
지	8438	5.1%
번	7961	4.8%
Other values (547)	69142	41.4%

Uppercase Letter

Value	Count	Frequency (%)
B	264	22.2%
A	215	18.1%
D	89	7.5%
S	83	7.0%
I	57	4.8%
T	55	4.6%
C	52	4.4%
K	51	4.3%
L	44	3.7%
E	39	3.3%
Other values (16)	242	20.3%

Lowercase Letter

Value	Count	Frequency (%)
e	34	20.1%
i	17	10.1%
n	17	10.1%
r	14	8.3%
l	12	7.1%
t	10	5.9%
c	10	5.9%
a	7	4.1%
s	6	3.6%
b	5	3.0%
Other values (13)	37	21.9%

Decimal Number

Value	Count	Frequency (%)
1	13395	21.1%
2	8843	14.0%
0	8005	12.6%
3	7009	11.1%
4	5757	9.1%
5	5097	8.0%
6	4555	7.2%
7	4059	6.4%
8	3352	5.3%
9	3318	5.2%

Other Punctuation

Value	Count	Frequency (%)
/	97	37.5%
,	94	36.3%
.	58	22.4%
？	3	1.2%
@	3	1.2%
#	2	0.8%
;	1	0.4%
&	1	0.4%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	70.4%
Ⅰ	7	25.9%
Ⅲ	1	3.7%

Close Punctuation

Value	Count	Frequency (%)
)	107	99.1%
]	1	0.9%

Open Punctuation

Value	Count	Frequency (%)
(	105	99.1%
[	1	0.9%

Space Separator

Value	Count	Frequency (%)
	67758	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5469	100.0%

Math Symbol

Value	Count	Frequency (%)
~	3	100.0%

Other Number

Value	Count	Frequency (%)
½	1	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	166983	54.7%
Common	137094	44.9%
Latin	1387	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	12089	7.2%
동	11164	6.7%
구	10466	6.3%
시	9959	6.0%
울	9758	5.8%
별	9713	5.8%
특	9701	5.8%
호	8591	5.1%
지	8438	5.1%
번	7961	4.8%
Other values (548)	69143	41.4%

Latin

Value	Count	Frequency (%)
B	264	19.0%
A	215	15.5%
D	89	6.4%
S	83	6.0%
I	57	4.1%
T	55	4.0%
C	52	3.7%
K	51	3.7%
L	44	3.2%
E	39	2.8%
Other values (42)	438	31.6%

Common

Value	Count	Frequency (%)
	67758	49.4%
1	13395	9.8%
2	8843	6.5%
0	8005	5.8%
3	7009	5.1%
4	5757	4.2%
-	5469	4.0%
5	5097	3.7%
6	4555	3.3%
7	4059	3.0%
Other values (16)	7147	5.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	166982	54.7%
ASCII	138450	45.3%
Number Forms	27	< 0.1%
None	5	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	67758	48.9%
1	13395	9.7%
2	8843	6.4%
0	8005	5.8%
3	7009	5.1%
4	5757	4.2%
-	5469	4.0%
5	5097	3.7%
6	4555	3.3%
7	4059	2.9%
Other values (63)	8503	6.1%

Hangul

Value	Count	Frequency (%)
서	12089	7.2%
동	11164	6.7%
구	10466	6.3%
시	9959	6.0%
울	9758	5.8%
별	9713	5.8%
특	9701	5.8%
호	8591	5.1%
지	8438	5.1%
번	7961	4.8%
Other values (547)	69142	41.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	70.4%
Ⅰ	7	25.9%
Ⅲ	1	3.7%

None

Value	Count	Frequency (%)
？	3	60.0%
½	1	20.0%
㈜	1	20.0%

소재지(도로명)
Text

MISSING

Distinct	4773
Distinct (%)	91.5%
Missing	4783
Missing (%)	47.8%
Memory size	156.2 KiB

Length

Max length	66
Median length	54
Mean length	37.193214
Min length	21

Characters and Unicode

Total characters	194037
Distinct characters	614
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4379 ?
Unique (%)	83.9%

Sample

1st row	서울특별시 중구 다동길 46, 705호 (다동, 다동빌딩)
2nd row	서울특별시 중구 서소문로 89-15, 10층 4호 (순화동, 이주빌딩)
3rd row	서울특별시 마포구 성산로2길 19, 5층 502호 (성산동, 산.내.들)
4th row	서울특별시 강동구 명일로 286, 513동 1003호 (길동, 삼익파크맨션)
5th row	서울특별시 강남구 테헤란로87길 29, 엠타워 1004호 (삼성동)

Value	Count	Frequency (%)
서울특별시	5217	14.1%
강남구	952	2.6%
서초구	580	1.6%
2층	458	1.2%
역삼동	423	1.1%
서초동	371	1.0%
영등포구	336	0.9%
3층	334	0.9%
송파구	324	0.9%
4층	314	0.8%
Other values (6557)	27633	74.8%

Most occurring characters

Value	Count	Frequency (%)
	31744	16.4%
1	7442	3.8%
,	7128	3.7%
서	6901	3.6%
동	6837	3.5%
로	5742	3.0%
구	5721	2.9%
시	5412	2.8%
2	5368	2.8%
울	5277	2.7%
Other values (604)	106465	54.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	107924	55.6%
Decimal Number	34604	17.8%
Space Separator	31744	16.4%
Other Punctuation	7147	3.7%
Close Punctuation	5262	2.7%
Open Punctuation	5260	2.7%
Dash Punctuation	1052	0.5%
Uppercase Letter	866	0.4%
Lowercase Letter	137	0.1%
Letter Number	31	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	6901	6.4%
동	6837	6.3%
로	5742	5.3%
구	5721	5.3%
시	5412	5.0%
울	5277	4.9%
별	5231	4.8%
특	5217	4.8%
호	4288	4.0%
길	2663	2.5%
Other values (529)	54635	50.6%

Uppercase Letter

Value	Count	Frequency (%)
B	162	18.7%
A	123	14.2%
S	79	9.1%
T	55	6.4%
C	54	6.2%
K	46	5.3%
L	45	5.2%
I	43	5.0%
E	40	4.6%
G	37	4.3%
Other values (16)	182	21.0%

Lowercase Letter

Value	Count	Frequency (%)
e	24	17.5%
n	16	11.7%
r	14	10.2%
c	11	8.0%
i	11	8.0%
t	9	6.6%
o	8	5.8%
l	7	5.1%
b	6	4.4%
w	6	4.4%
Other values (12)	25	18.2%

Decimal Number

Value	Count	Frequency (%)
1	7442	21.5%
2	5368	15.5%
0	4436	12.8%
3	4104	11.9%
4	2949	8.5%
5	2728	7.9%
6	2169	6.3%
7	2001	5.8%
8	1825	5.3%
9	1582	4.6%

Other Punctuation

Value	Count	Frequency (%)
,	7128	99.7%
.	9	0.1%
@	3	< 0.1%
/	3	< 0.1%
?	2	< 0.1%
？	1	< 0.1%
&	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	19	61.3%
Ⅰ	9	29.0%
Ⅲ	3	9.7%

Close Punctuation

Value	Count	Frequency (%)
)	5261	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	5259	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	31744	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1052	100.0%

Math Symbol

Value	Count	Frequency (%)
~	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	107924	55.6%
Common	85079	43.8%
Latin	1034	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	6901	6.4%
동	6837	6.3%
로	5742	5.3%
구	5721	5.3%
시	5412	5.0%
울	5277	4.9%
별	5231	4.8%
특	5217	4.8%
호	4288	4.0%
길	2663	2.5%
Other values (529)	54635	50.6%

Latin

Value	Count	Frequency (%)
B	162	15.7%
A	123	11.9%
S	79	7.6%
T	55	5.3%
C	54	5.2%
K	46	4.4%
L	45	4.4%
I	43	4.2%
E	40	3.9%
G	37	3.6%
Other values (41)	350	33.8%

Common

Value	Count	Frequency (%)
	31744	37.3%
1	7442	8.7%
,	7128	8.4%
2	5368	6.3%
)	5261	6.2%
(	5259	6.2%
0	4436	5.2%
3	4104	4.8%
4	2949	3.5%
5	2728	3.2%
Other values (14)	8660	10.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	107924	55.6%
ASCII	86081	44.4%
Number Forms	31	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	31744	36.9%
1	7442	8.6%
,	7128	8.3%
2	5368	6.2%
)	5261	6.1%
(	5259	6.1%
0	4436	5.2%
3	4104	4.8%
4	2949	3.4%
5	2728	3.2%
Other values (61)	9662	11.2%

Hangul

Value	Count	Frequency (%)
서	6901	6.4%
동	6837	6.3%
로	5742	5.3%
구	5721	5.3%
시	5412	5.0%
울	5277	4.9%
별	5231	4.8%
특	5217	4.8%
호	4288	4.0%
길	2663	2.5%
Other values (529)	54635	50.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	19	61.3%
Ⅰ	9	29.0%
Ⅲ	3	9.7%

None

Value	Count	Frequency (%)
？	1	100.0%

우편번호
Real number (ℝ)

MISSING

Distinct	1335
Distinct (%)	30.5%
Missing	5619
Missing (%)	56.2%
Infinite	0
Infinite (%)	0.0%
Mean	136244.75

Minimum	3163
Maximum	410762
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3163
5-th percentile	110111
Q1	132010
median	136074
Q3	142868
95-th percentile	157010
Maximum	410762
Range	407599
Interquartile range (IQR)	10858

Descriptive statistics

Standard deviation	14730.841
Coefficient of variation (CV)	0.10812043
Kurtosis	35.970851
Mean	136244.75
Median Absolute Deviation (MAD)	4954
Skewness	-0.015327547
Sum	5.9688824 × 10⁸
Variance	2.1699768 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135080	170	1.7%
137070	145	1.5%
157010	74	0.7%
135010	72	0.7%
151050	53	0.5%
152050	51	0.5%
139200	49	0.5%
142070	49	0.5%
158070	48	0.5%
151015	48	0.5%
Other values (1325)	3622	36.2%
(Missing)	5619	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3163	1	< 0.1%
3182	1	< 0.1%
4534	1	< 0.1%
4537	1	< 0.1%
4538	2	< 0.1%
100011	4	< 0.1%
100012	1	< 0.1%
100013	1	< 0.1%
100014	2	< 0.1%
100015	2	< 0.1%

Value	Count	Frequency (%)
410762	1	< 0.1%
158871	1	< 0.1%
158860	4	< 0.1%
158859	2	< 0.1%
158857	1	< 0.1%
158849	1	< 0.1%
158846	1	< 0.1%
158845	1	< 0.1%
158842	1	< 0.1%
158841	1	< 0.1%

등록일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3521
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20137270

Minimum	20060124
Maximum	20240508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20060124
5-th percentile	20070921
Q1	20091210
median	20130319
Q3	20170918
95-th percentile	20230224
Maximum	20240508
Range	180384
Interquartile range (IQR)	79708.25

Descriptive statistics

Standard deviation	49022.277
Coefficient of variation (CV)	0.0024344053
Kurtosis	-0.9297708
Mean	20137270
Median Absolute Deviation (MAD)	39616.5
Skewness	0.44986481
Sum	2.013727 × 10¹¹
Variance	2.4031836 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20080731	32	0.3%
20080814	31	0.3%
20080818	21	0.2%
20080806	20	0.2%
20090520	18	0.2%
20080926	17	0.2%
20081222	16	0.2%
20090325	15	0.1%
20090402	14	0.1%
20080822	14	0.1%
Other values (3511)	9802	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20060124	1	< 0.1%
20060127	1	< 0.1%
20060306	1	< 0.1%
20060310	2	< 0.1%
20060320	1	< 0.1%
20060323	3	< 0.1%
20060324	3	< 0.1%
20060329	2	< 0.1%
20060405	1	< 0.1%
20060407	1	< 0.1%

Value	Count	Frequency (%)
20240508	1	< 0.1%
20240507	6	0.1%
20240430	2	< 0.1%
20240429	1	< 0.1%
20240426	1	< 0.1%
20240425	5	0.1%
20240424	2	< 0.1%
20240423	1	< 0.1%
20240422	4	< 0.1%
20240419	1	< 0.1%

유효기간만료일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3308
Distinct (%)	41.5%
Missing	2025
Missing (%)	20.2%
Infinite	0
Infinite (%)	0.0%
Mean	20181595

Minimum	20090310
Maximum	20270508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090310
5-th percentile	20120310
Q1	20141022
median	20180110
Q3	20220128
95-th percentile	20260512
Maximum	20270508
Range	180198
Interquartile range (IQR)	79106

Descriptive statistics

Standard deviation	44743.312
Coefficient of variation (CV)	0.0022170355
Kurtosis	-1.000295
Mean	20181595
Median Absolute Deviation (MAD)	39100
Skewness	0.3078712
Sum	1.6094822 × 10¹¹
Variance	2.001964 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20141108	14	0.1%
20140711	13	0.1%
20110831	13	0.1%
20110731	12	0.1%
20190720	12	0.1%
20140713	11	0.1%
20190718	11	0.1%
20190624	10	0.1%
20140721	10	0.1%
20190613	10	0.1%
Other values (3298)	7859	78.6%
(Missing)	2025	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090310	1	< 0.1%
20091116	1	< 0.1%
20100122	1	< 0.1%
20100125	1	< 0.1%
20100216	1	< 0.1%
20100219	1	< 0.1%
20100323	2	< 0.1%
20100326	1	< 0.1%
20100418	1	< 0.1%
20100427	1	< 0.1%

Value	Count	Frequency (%)
20270508	1	< 0.1%
20270507	4	< 0.1%
20270506	2	< 0.1%
20270430	2	< 0.1%
20270429	1	< 0.1%
20270426	1	< 0.1%
20270425	5	0.1%
20270424	2	< 0.1%
20270423	1	< 0.1%
20270422	1	< 0.1%

폐쇄일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3156
Distinct (%)	37.6%
Missing	1616
Missing (%)	16.2%
Infinite	0
Infinite (%)	0.0%
Mean	20142296

Minimum	20081023
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20081023
5-th percentile	20090916
Q1	20110411
median	20130801
Q3	20170529
95-th percentile	20221027
Maximum	20240510
Range	159487
Interquartile range (IQR)	60118.25

Descriptive statistics

Standard deviation	41053.216
Coefficient of variation (CV)	0.0020381597
Kurtosis	-0.59346643
Mean	20142296
Median Absolute Deviation (MAD)	29874
Skewness	0.67833683
Sum	1.6887301 × 10¹¹
Variance	1.6853666 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091116	204	2.0%
20100927	79	0.8%
20160725	23	0.2%
20101213	21	0.2%
20170124	21	0.2%
20101126	15	0.1%
20130529	15	0.1%
20100308	14	0.1%
20110503	14	0.1%
20110425	13	0.1%
Other values (3146)	7965	79.7%
(Missing)	1616	16.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20081023	1	< 0.1%
20090125	1	< 0.1%
20090128	1	< 0.1%
20090211	1	< 0.1%
20090305	2	< 0.1%
20090306	1	< 0.1%
20090307	1	< 0.1%
20090309	3	< 0.1%
20090311	3	< 0.1%
20090312	3	< 0.1%

Value	Count	Frequency (%)
20240510	2	< 0.1%
20240509	1	< 0.1%
20240503	1	< 0.1%
20240502	1	< 0.1%
20240501	3	< 0.1%
20240430	3	< 0.1%
20240429	1	< 0.1%
20240423	2	< 0.1%
20240422	1	< 0.1%
20240418	4	< 0.1%

지점설립일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	3560
Distinct (%)	40.6%
Missing	1223
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	20135779

Minimum	19670425
Maximum	20240507
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	19670425
5-th percentile	20070104
Q1	20100420
median	20130514
Q3	20170620
95-th percentile	20220621
Maximum	20240507
Range	570082
Interquartile range (IQR)	70200

Descriptive statistics

Standard deviation	47958.13
Coefficient of variation (CV)	0.002381737
Kurtosis	0.87356587
Mean	20135779
Median Absolute Deviation (MAD)	30687
Skewness	0.050975678
Sum	1.7673173 × 10¹¹
Variance	2.2999822 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090820	25	0.2%
20090520	24	0.2%
20090514	19	0.2%
20090511	18	0.2%
20090507	16	0.2%
20090611	15	0.1%
20090821	15	0.1%
20090617	13	0.1%
20090528	13	0.1%
20111108	13	0.1%
Other values (3550)	8606	86.1%
(Missing)	1223	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19670425	1	< 0.1%
19770919	1	< 0.1%
19840618	1	< 0.1%
19930107	1	< 0.1%
19930128	1	< 0.1%
19940223	1	< 0.1%
19950711	1	< 0.1%
19951002	1	< 0.1%
19960712	1	< 0.1%
19970302	1	< 0.1%

Value	Count	Frequency (%)
20240507	1	< 0.1%
20240503	1	< 0.1%
20240430	1	< 0.1%
20240429	2	< 0.1%
20240425	5	0.1%
20240423	1	< 0.1%
20240422	3	< 0.1%
20240419	1	< 0.1%
20240418	1	< 0.1%
20240417	1	< 0.1%

본점여부
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

본점	9927
지점	73

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	본점
2nd row	본점
3rd row	본점
4th row	본점
5th row	본점

Common Values

Value	Count	Frequency (%)
본점	9927	99.3%
지점	73	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본점	9927	99.3%
지점	73	0.7%

최근수정일자
Real number (ℝ)

HIGH CORRELATION

Distinct	3146
Distinct (%)	31.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20153429

Minimum	20090519
Maximum	20240510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20090519
5-th percentile	20091118
Q1	20111017
median	20140918
Q3	20190531
95-th percentile	20231012
Maximum	20240510
Range	149991
Interquartile range (IQR)	79514

Descriptive statistics

Standard deviation	46118.287
Coefficient of variation (CV)	0.0022883593
Kurtosis	-1.094155
Mean	20153429
Median Absolute Deviation (MAD)	30693.5
Skewness	0.4274083
Sum	2.0153429 × 10¹¹
Variance	2.1268964 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20091117	81	0.8%
20091118	50	0.5%
20100927	50	0.5%
20090609	46	0.5%
20090622	42	0.4%
20091116	41	0.4%
20130621	37	0.4%
20091119	37	0.4%
20100330	36	0.4%
20160812	29	0.3%
Other values (3136)	9551	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20090519	1	< 0.1%
20090521	3	< 0.1%
20090601	3	< 0.1%
20090602	3	< 0.1%
20090603	9	0.1%
20090604	18	0.2%
20090605	5	0.1%
20090608	1	< 0.1%
20090609	46	0.5%
20090610	11	0.1%

Value	Count	Frequency (%)
20240510	4	< 0.1%
20240509	3	< 0.1%
20240508	4	< 0.1%
20240507	6	0.1%
20240503	4	< 0.1%
20240502	5	0.1%
20240501	6	0.1%
20240430	5	0.1%
20240429	4	< 0.1%
20240426	1	< 0.1%

Heatmap
Table

	등록신청사업	영업구분	법인여부	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
등록신청사업	1.000	0.064	0.000	0.000	0.216	0.144	0.207	0.211	0.000	0.169
영업구분	0.064	1.000	0.191	0.006	0.586	0.596	0.256	0.349	0.045	0.479
법인여부	0.000	0.191	1.000	0.070	0.333	0.271	0.257	0.267	0.189	0.339
우편번호	0.000	0.006	0.070	1.000	0.173	0.172	0.122	0.058	0.000	0.162
등록일자	0.216	0.586	0.333	0.173	1.000	1.000	0.939	0.735	0.077	0.939
유효기간만료일자	0.144	0.596	0.271	0.172	1.000	1.000	0.930	0.710	0.065	0.840
폐쇄일자	0.207	0.256	0.257	0.122	0.939	0.930	1.000	0.731	0.063	0.985
지점설립일자	0.211	0.349	0.267	0.058	0.735	0.710	0.731	1.000	0.183	0.703
본점여부	0.000	0.045	0.189	0.000	0.077	0.065	0.063	0.183	1.000	0.102
최근수정일자	0.169	0.479	0.339	0.162	0.939	0.840	0.985	0.703	0.102	1.000

Heatmap
Table

	등록신청사업	법인여부	영업구분	본점여부
등록신청사업	1.000	0.000	0.068	0.000
법인여부	0.000	1.000	0.204	0.121
영업구분	0.068	0.204	1.000	0.048
본점여부	0.000	0.121	0.048	1.000

Heatmap
Table

	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	최근수정일자	등록신청사업	영업구분	법인여부	본점여부
우편번호	1.000	0.015	0.007	0.046	0.051	0.030	0.000	0.006	0.039	0.000
등록일자	0.015	1.000	0.997	0.961	0.924	0.966	0.166	0.346	0.255	0.059
유효기간만료일자	0.007	0.997	1.000	0.964	0.898	0.967	0.110	0.354	0.207	0.050
폐쇄일자	0.046	0.961	0.964	1.000	0.905	0.991	0.159	0.109	0.197	0.048
지점설립일자	0.051	0.924	0.898	0.905	1.000	0.896	0.142	0.326	0.331	0.295
최근수정일자	0.030	0.966	0.967	0.991	0.896	1.000	0.130	0.277	0.260	0.078
등록신청사업	0.000	0.166	0.110	0.159	0.142	0.130	1.000	0.068	0.000	0.000
영업구분	0.006	0.346	0.354	0.109	0.326	0.277	0.068	1.000	0.204	0.048
법인여부	0.039	0.255	0.207	0.197	0.331	0.260	0.000	0.204	1.000	0.121
본점여부	0.000	0.059	0.050	0.048	0.295	0.078	0.000	0.048	0.121	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
13455	대부업	폐업	2014-서울중구-0047(대부업)	BM금융대부	개인	<NA>	서울특별시 중구 다동 92번지 다동빌딩-705	서울특별시 중구 다동길 46, 705호 (다동, 다동빌딩)	<NA>	20140513	20170513	20160114	20140513	본점	20160119
1384	대부업	폐업	2016-서울중구-0069(대부업)	열린창대부	개인	02-752-2231	<NA>	서울특별시 중구 서소문로 89-15, 10층 4호 (순화동, 이주빌딩)	<NA>	20220523	20250523	20231114	20160711	본점	20231114
26096	대부업	<NA>	2007-서울특별시-01578(대부업)	미래금융	개인	<NA>	서울특별시 강동구 암사동 456-27 101호	<NA>	<NA>	20071227	<NA>	20101220	20071218	본점	20101220
11278	대부업	폐업	2016-서울마포-0025(대부업)	두리대부	개인	<NA>	<NA>	서울특별시 마포구 성산로2길 19, 5층 502호 (성산동, 산.내.들)	<NA>	20160705	20190705	20170124	20160705	본점	20170124
11807	대부업	폐업	2016-서울강동-00029	다산대부	개인	<NA>	서울특별시 강동구 길동 55번지 513 삼익파크맨션-1003	서울특별시 강동구 명일로 286, 513동 1003호 (길동, 삼익파크맨션)	<NA>	20160425	20190425	20161115	20160425	본점	20161115
28552	대부업	<NA>	<NA>	크로바캐피탈	개인	029498945	서울특별시 노원구 공릉동 590-1 현대아파트상가 103호	<NA>	<NA>	20090202	<NA>	20100401	20090202	본점	20100401
31177	<NA>	<NA>	2006-서울특별시-00018	경우대부	개인	<NA>	서울특별시 동대문구 이문동 258-40	<NA>	130080	20060323	<NA>	20090324	20060314	본점	20090609
31110	<NA>	<NA>	2007-서울특별시-00993	용성대부	개인	024350665	서울특별시 중랑구 중화동 331-83	<NA>	131123	20070725	<NA>	20090424	<NA>	본점	20090610
30220	<NA>	<NA>	2007-서울특별시-00352	미소굿머니	개인	64066337	서울특별시 강남구 개포동 656 시영아파트 30-508	<NA>	135240	20070315	<NA>	20090513	20070308	본점	20091116
22320	대부중개업	폐업	2010-성북구-00057	에이스중개대부	개인	<NA>	서울특별시 성북구 삼선동4가 204번지 3호 고려빌딩 3층	<NA>	136044	20101126	20131126	20120215	20101126	본점	20120215

	등록신청사업	영업구분	등록증번호	상호	법인여부	사업장 전화번호	소재지	소재지(도로명)	우편번호	등록일자	유효기간만료일자	폐쇄일자	지점설립일자	본점여부	최근수정일자
9557	대부업	폐업	2017-서울마포-0008(대부업)	한빛월드대부	개인	1877-7499	<NA>	서울특별시 마포구 마포대로 86, 522호 (도화동, 창강빌딩)	<NA>	20170202	20200202	20180118	20170202	본점	20180119
6126	대부중개업	폐업	2018-서울송파-0085(중개업)	주식회사 아몬대부중개	법인	1670-7842	서울특별시 송파구 송파동 21번지 송파빌딩-403	서울특별시 송파구 백제고분로41길 8, 송파빌딩 403호 (송파동)	<NA>	20190115	20220115	20201218	20160218	본점	20201218
26423	대부업	<NA>	2008-서울특별시-02048(대부업)	조아론	개인	16881785	서울특별시 동대문구 신설동 114-91번지 삼우빌딩 A동 306호	<NA>	130110	20080728	<NA>	20101115	<NA>	본점	20101115
19588	대부업	폐업	2012-서울중구-0527(대부업)	SM대부	개인	02-2665-8871	서울특별시 중구 신당동 432번지 2169호	<NA>	100835	20120601	20150601	20130225	20120601	본점	20130225
30567	<NA>	<NA>	2007-서울특별시-01013	김영순	개인	025145816	서울특별시 종로구 평창동 89-1 백석빌라 1	<NA>	110012	20070730	<NA>	20090721	20070727	본점	20090721
14690	대부업	폐업	2012-서울서초-0222(대부업)	(주)엔이에스캐피탈대부	법인	0266770038	서울특별시 서초구 서초동 1588번지 8호 벨타워오피스텔 304호	서울특별시 서초구 효령로55길 15, 304호 (서초동, 벨타워오피스텔)	137876	20121224	20151224	20150408	20121224	본점	20150408
2994	대부업	타시군구이관	2020-서울강남-0174(대부업)	주식회사 라이더스대부	법인	<NA>	서울특별시 강남구 역삼동 795번지 14호	서울특별시 강남구 도곡로19길 22, 지하1층 (역삼동)	<NA>	20201204	20231204	20230317	20201203	본점	20230320
17980	대부중개업	타시군구이관	2013-서울동대문-00283(대부중개업)	(주)에코나인대부중개	법인	02 741 4081	서울특별시 동대문구 장안동 433번지 12호 -202	<NA>	130845	20120705	20150705	20130805	20120705	본점	20130805
28921	대부업	<NA>	2007-서울특별시-01429(대부업)	우성캐피탈	개인	025690061	서울특별시 강남구 역삼동 642-19번지 역삼하이츠 1401호	<NA>	<NA>	20071113	<NA>	20100224	20071107	본점	20100224
26653	대부업	<NA>	2008-서울특별시-01860(대부업)	종로대부	개인	0222333161	서울특별시 강북구 우이동 23-12 #101	<NA>	<NA>	20080624	<NA>	20101013	20080617	본점	20101013

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Other Symbol

Letter Number

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

CJK

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Other Letter

Uppercase Letter

Math Symbol

Dash Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Common

Hangul

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Most occurring characters

Most occurring categories